iBreakDown

Model Agnostic Instance Level Variable Attributions

CRAN Package

Model agnostic tool for decomposition of predictions from black boxes. Supports additive attributions and attributions with interactions. The Break Down Table shows contributions of every variable to a final prediction. The Break Down Plot presents variable contributions in a concise graphical way. This package works for classification and regression models. It is an extension of the 'breakDown' package (Staniak and Biecek 2018) doi:10.32614/RJ-2018-072, with new and faster strategies for orderings. It supports interactions in explanations and has interactive visuals (implemented with 'D3.js' library). The methodology behind is described in the 'iBreakDown' article (Gosiewska and Biecek 2019) doi:10.48550/arXiv.1903.11420. This package is a part of the 'DrWhy.AI' universe (Biecek 2018) doi:10.48550/arXiv.1806.08915.


Documentation


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Insights

Last 30 days

This package has been downloaded 4,232 times in the last 30 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 120 times.

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0 downloadsDec 8, 2024
0 downloadsDec 9, 2024
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152 downloadsDec 13, 2024
97 downloadsDec 14, 2024
97 downloadsDec 15, 2024
149 downloadsDec 16, 2024
170 downloadsDec 17, 2024
200 downloadsDec 18, 2024
200 downloadsDec 19, 2024
154 downloadsDec 20, 2024
71 downloadsDec 21, 2024
104 downloadsDec 22, 2024
138 downloadsDec 23, 2024
92 downloadsDec 24, 2024
158 downloadsDec 25, 2024
224 downloadsDec 26, 2024
117 downloadsDec 27, 2024
92 downloadsDec 28, 2024
96 downloadsDec 29, 2024
188 downloadsDec 30, 2024
173 downloadsDec 31, 2024
123 downloadsJan 1, 2025
138 downloadsJan 2, 2025
135 downloadsJan 3, 2025
137 downloadsJan 4, 2025
88 downloadsJan 5, 2025
164 downloadsJan 6, 2025
145 downloadsJan 7, 2025
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179 downloadsJan 9, 2025
201 downloadsJan 10, 2025
120 downloadsJan 11, 2025
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Last 365 days

This package has been downloaded 57,838 times in the last 365 days. The kind of number that gets mentioned in a keynote speech. Well done! The day with the most downloads was Jan 21, 2024 with 1,336 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports1 package
  • Suggests11 packages
  • Reverse Imports4 packages